eBook

Data mining with decision trees : theory and applications

Rokach, Lior, Maimon, Oded

2008,2007

Overview

This is the first comprehensive book dedicated entirely to the field of decision trees in data mining and covers all aspects of this important technique. Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of exploring large and complex bodies of data in order to discover useful patterns. The area is of great importance because it enables modeling and knowledge extraction from the abundance of data available. Both theoreticians and practitioners are continually seeking techniques to make the process more efficient, cost-effective and accurate. Decision trees, originally implemented in decision theory and statistics, are highly effective tools in other areas such as data mining, text mining, information extraction, machine learning, and pattern recognition. This book invites readers to explore the many benefits in data mining that decision trees offer:

• Publisher: World Scientific,World Scientific Publishing Company,WORLD SCIENTIFIC,World Scientific Publishing
• Subject: Artificial Intelligence (Machine Learning, Neural Networks, Fuzzy Logic) / Computer Systems (Database Systems, Operating Systems) / Data mining / Decision support systems / Decision trees / Machine learning / Robotics (Machine Vision, Pattern Recognition) / SCIENCE
• ISBN: 9812771719, 9789812771711, 9789812771728, 9812771727